A hybrid Bayesian network learning method for constructing gene networks

@article{Wang2007AHB,
  title={A hybrid Bayesian network learning method for constructing gene networks},
  author={Mingyi Wang and Zuozhou Chen and Sylvie Cloutier},
  journal={Computational biology and chemistry},
  year={2007},
  volume={31 5-6},
  pages={361-72}
}
A Bayesian network (BN) is a knowledge representation formalism that has proven to be a promising tool for analyzing gene expression data. Several problems still restrict its successful applications. Typical gene expression databases contain measurements for thousands of genes and no more than several hundred samples, but most existing BNs learning algorithms do not scale more than a few hundred variables. Current methods result in poor quality BNs when applied in such high-dimensional datasets… CONTINUE READING
Highly Cited
This paper has 32 citations. REVIEW CITATIONS

Citations

Publications citing this paper.
Showing 1-10 of 21 extracted citations

Similar Papers

Loading similar papers…